| correct_response_made | ||
|---|---|---|
| Predictors | Odds Ratios | SE |
| age scaled | 1.1540 | 0.0918 |
| learning trial scaled | 1.2940 | 0.0420 |
| reward condition1 | 1.6592 | 0.1106 |
| block number scaled | 1.1736 | 0.0605 |
|
age scaled × learning trial scaled |
1.0075 | 0.0325 |
|
age scaled × reward condition1 |
1.0787 | 0.0717 |
|
learning trial scaled × reward condition1 |
1.1362 | 0.0351 |
|
age scaled × block number scaled |
1.0387 | 0.0534 |
|
learning trial scaled × block number scaled |
1.0197 | 0.0229 |
|
reward condition1 × block number scaled |
1.1224 | 0.0603 |
|
age scaled × learning trial scaled × reward condition1 |
0.9718 | 0.0298 |
|
(age scaled × learning trial scaled) × block number scaled |
0.9782 | 0.0218 |
|
(age scaled × reward condition1) × block number scaled |
1.0203 | 0.0547 |
|
(learning trial scaled × reward condition1) × block number scaled |
1.0134 | 0.0254 |
|
(age scaled × learning trial scaled × reward condition1) × block number scaled |
0.9767 | 0.0243 |
| Random Effects | ||
| σ2 | 3.29 | |
| τ00 subject_id | 0.20 | |
| τ11 subject_id.re1.learning_trial_scaled | 0.02 | |
| τ11 subject_id.re1.reward_condition1 | 0.14 | |
| τ11 subject_id.re1.block_number_scaled | 0.08 | |
| τ11 subject_id.re1.learning_trial_scaled_by_reward_condition1 | 0.02 | |
| τ11 subject_id.re1.learning_trial_scaled_by_block_number_scaled | 0.01 | |
| τ11 subject_id.re1.reward_condition1_by_block_number_scaled | 0.09 | |
| τ11 subject_id.re1.learning_trial_scaled_by_reward_condition1_by_block_number_scaled | 0.01 | |
| ρ01 | ||
| ρ01 | ||
| ICC | 0.06 | |
| N subject_id | 34 | |
| Observations | 14688 | |
| Marginal R2 / Conditional R2 | 0.105 / 0.157 | |
| correct_response_made | ||
|---|---|---|
| Predictors | Odds Ratios | SE |
| age scaled | 1.0283 | 0.0597 |
| category rep scaled | 1.1410 | 0.0590 |
| reward condition1 | 1.3145 | 0.0910 |
| block number scaled | 0.9974 | 0.0501 |
|
age scaled × category rep scaled |
0.9612 | 0.0512 |
|
age scaled × reward condition1 |
1.0676 | 0.0740 |
|
category rep scaled × reward condition1 |
1.1810 | 0.0610 |
|
age scaled × block number scaled |
1.0176 | 0.0514 |
|
category rep scaled × block number scaled |
0.9513 | 0.0472 |
|
reward condition1 × block number scaled |
1.0972 | 0.0551 |
|
age scaled × category rep scaled × reward condition1 |
1.0467 | 0.0557 |
|
(age scaled × category rep scaled) × block number scaled |
1.1090 | 0.0583 |
|
(age scaled × reward condition1) × block number scaled |
1.0949 | 0.0553 |
|
(category rep scaled × reward condition1) × block number scaled |
1.0052 | 0.0499 |
|
(age scaled × category rep scaled × reward condition1) × block number scaled |
0.9223 | 0.0484 |
| Random Effects | ||
| σ2 | 3.29 | |
| τ00 subject_id | 0.03 | |
| τ11 subject_id.re1.reward_condition1 | 0.08 | |
| ρ01 | ||
| ρ01 | ||
| ICC | 0.01 | |
| N subject_id | 34 | |
| Observations | 1836 | |
| Marginal R2 / Conditional R2 | 0.047 / 0.055 | |
| WSLS | ||
|---|---|---|
| Predictors | Odds Ratios | SE |
| age scaled | 1.0183 | 0.0373 |
| learning trial scaled | 1.0058 | 0.0181 |
| reward condition1 | 1.3492 | 0.0469 |
| block number scaled | 1.0778 | 0.0194 |
|
age scaled × learning trial scaled |
0.9382 | 0.0168 |
|
age scaled × reward condition1 |
1.0573 | 0.0366 |
|
learning trial scaled × reward condition1 |
1.1178 | 0.0202 |
|
age scaled × block number scaled |
0.9941 | 0.0178 |
|
learning trial scaled × block number scaled |
0.9921 | 0.0179 |
|
reward condition1 × block number scaled |
1.0728 | 0.0193 |
|
age scaled × learning trial scaled × reward condition1 |
0.9967 | 0.0179 |
|
(age scaled × learning trial scaled) × block number scaled |
0.9848 | 0.0177 |
|
(age scaled × reward condition1) × block number scaled |
1.0471 | 0.0187 |
|
(learning trial scaled × reward condition1) × block number scaled |
1.0160 | 0.0183 |
|
(age scaled × learning trial scaled × reward condition1) × block number scaled |
0.9898 | 0.0178 |
| Random Effects | ||
| σ2 | 3.29 | |
| τ00 subject_id | 0.03 | |
| τ11 subject_id.re1.reward_condition1 | 0.03 | |
| ρ01 | ||
| ρ01 | ||
| ICC | 0.01 | |
| N subject_id | 34 | |
| Observations | 13814 | |
| Marginal R2 / Conditional R2 | 0.036 / 0.046 | |
| AUC | ||
|---|---|---|
| Predictors | Estimates | SE |
| age scaled | 0.0058 | 0.0158 |
| reward condition1 | -0.0185 | 0.0065 |
| foil type1 | 0.0464 | 0.0065 |
|
age scaled × reward condition1 |
0.0063 | 0.0065 |
| age scaled × foil type1 | -0.0063 | 0.0065 |
|
reward condition1 × foil type1 |
0.0109 | 0.0065 |
|
age scaled × reward condition1 × foil type1 |
-0.0022 | 0.0065 |
| Random Effects | ||
| σ2 | 0.01 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.55 | |
| N subject_id | 34 | |
| Observations | 136 | |
| Marginal R2 / Conditional R2 | 0.178 / 0.631 | |
| est | ||
|---|---|---|
| Predictors | Estimates | SE |
| abstraction1 | 0.0563 | 0.0800 |
| reward condition1 | 0.0574 | 0.0800 |
| age scaled | 0.3045 | 0.1415 |
|
abstraction1 × reward condition1 |
0.1009 | 0.0800 |
| abstraction1 × age scaled | -0.0777 | 0.0803 |
|
reward condition1 × age scaled |
0.0153 | 0.0803 |
|
(abstraction1 × reward condition1) × age scaled |
-0.0266 | 0.0803 |
| Random Effects | ||
| σ2 | 0.87 | |
| τ00 subject_id | 0.46 | |
| ICC | 0.34 | |
| N subject_id | 34 | |
| Observations | 136 | |
| Marginal R2 / Conditional R2 | 0.081 / 0.398 | |
| est | ||
|---|---|---|
| Predictors | Estimates | SE |
| reward condition1 | -0.0435 | 0.0814 |
| Random Effects | ||
| σ2 | 0.45 | |
| τ00 subject_id | 1.00 | |
| ICC | 0.69 | |
| N subject_id | 34 | |
| Observations | 68 | |
| Marginal R2 / Conditional R2 | 0.001 / 0.689 | |
## Mixed Model Anova Table (Type 3 tests, S-method)
##
## Model: total_points ~ age_scaled * beta_scaled * abstraction * reward_condition +
## Model: (1 | subject_id)
## Data: beta_ests_points
## Effect df F
## 1 age_scaled 1, 31.94 2.00
## 2 beta_scaled 1, 119.78 7.97 **
## 3 abstraction 1, 89.40 0.43
## 4 reward_condition 1, 88.01 165.86 ***
## 5 age_scaled:beta_scaled 1, 120.00 0.06
## 6 age_scaled:abstraction 1, 90.31 0.10
## 7 beta_scaled:abstraction 1, 106.86 0.01
## 8 age_scaled:reward_condition 1, 88.71 0.51
## 9 beta_scaled:reward_condition 1, 94.50 9.92 **
## 10 abstraction:reward_condition 1, 87.91 0.45
## 11 age_scaled:beta_scaled:abstraction 1, 108.85 0.00
## 12 age_scaled:beta_scaled:reward_condition 1, 94.47 0.07
## 13 age_scaled:abstraction:reward_condition 1, 89.19 0.21
## 14 beta_scaled:abstraction:reward_condition 1, 94.05 10.91 **
## 15 age_scaled:beta_scaled:abstraction:reward_condition 1, 91.51 0.56
## p.value
## 1 .167
## 2 .006
## 3 .513
## 4 <.001
## 5 .809
## 6 .757
## 7 .942
## 8 .476
## 9 .002
## 10 .502
## 11 >.999
## 12 .796
## 13 .649
## 14 .001
## 15 .458
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '+' 0.1 ' ' 1
| AUC | ||
|---|---|---|
| Predictors | Estimates | SE |
| age scaled | 0.0054 | 0.0177 |
| points scaled | 0.0356 | 0.0153 |
| abstraction1 | 0.0404 | 0.0099 |
| reward condition1 | -0.0381 | 0.0121 |
|
age scaled × points scaled |
-0.0123 | 0.0144 |
| age scaled × abstraction1 | -0.0117 | 0.0093 |
|
points scaled × abstraction1 |
-0.0059 | 0.0113 |
|
age scaled × reward condition1 |
0.0076 | 0.0112 |
|
points scaled × reward condition1 |
0.0052 | 0.0145 |
|
abstraction1 × reward condition1 |
0.0141 | 0.0099 |
|
age scaled × points scaled × abstraction1 |
-0.0103 | 0.0103 |
|
age scaled × points scaled × reward condition1 |
-0.0142 | 0.0128 |
|
age scaled × abstraction1 × reward condition1 |
0.0029 | 0.0093 |
|
points scaled × abstraction1 × reward condition1 |
0.0111 | 0.0113 |
|
age scaled × points scaled × abstraction1 × reward condition1 |
0.0079 | 0.0103 |
| Random Effects | ||
| σ2 | 0.01 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.55 | |
| N subject_id | 34 | |
| Observations | 136 | |
| Marginal R2 / Conditional R2 | 0.235 / 0.659 | |
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age scaled | -0.0019 | -0.0343 – 0.0306 |
| beta scaled | 0.0171 | -0.0075 – 0.0417 |
| abstraction1 | 0.0509 | 0.0375 – 0.0642 |
| reward condition1 | -0.0163 | -0.0297 – -0.0029 |
| age scaled × beta scaled | -0.0103 | -0.0334 – 0.0128 |
| age scaled × abstraction1 | -0.0108 | -0.0246 – 0.0030 |
|
beta scaled × abstraction1 |
0.0057 | -0.0081 – 0.0194 |
|
age scaled × reward condition1 |
0.0022 | -0.0123 – 0.0168 |
|
beta scaled × reward condition1 |
0.0037 | -0.0113 – 0.0187 |
|
abstraction1 × reward condition1 |
0.0129 | -0.0004 – 0.0262 |
|
age scaled × beta scaled × abstraction1 |
-0.0131 | -0.0248 – -0.0013 |
|
age scaled × beta scaled × reward condition1 |
-0.0038 | -0.0161 – 0.0086 |
|
age scaled × abstraction1 × reward condition1 |
-0.0067 | -0.0205 – 0.0072 |
|
beta scaled × abstraction1 × reward condition1 |
0.0044 | -0.0094 – 0.0181 |
|
age scaled × beta scaled × abstraction1 × reward condition1 |
-0.0042 | -0.0160 – 0.0075 |
| Random Effects | ||
| σ2 | 0.01 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.55 | |
| N subject_id | 34 | |
| Observations | 136 | |
| Marginal R2 / Conditional R2 | 0.214 / 0.649 | |
| AUC | ||
|---|---|---|
| Predictors | Estimates | SE |
| age scaled | 0.0034 | 0.0157 |
| beta scaled | 0.0161 | 0.0106 |
| abstraction1 | 0.0464 | 0.0064 |
| reward condition1 | -0.0185 | 0.0066 |
| age scaled × beta scaled | -0.0133 | 0.0105 |
| age scaled × abstraction1 | -0.0071 | 0.0065 |
|
beta scaled × abstraction1 |
0.0111 | 0.0065 |
|
age scaled × reward condition1 |
0.0048 | 0.0066 |
|
beta scaled × reward condition1 |
0.0136 | 0.0073 |
|
abstraction1 × reward condition1 |
0.0115 | 0.0064 |
|
age scaled × beta scaled × abstraction1 |
-0.0008 | 0.0061 |
|
age scaled × beta scaled × reward condition1 |
-0.0117 | 0.0068 |
|
age scaled × abstraction1 × reward condition1 |
-0.0028 | 0.0065 |
|
beta scaled × abstraction1 × reward condition1 |
0.0003 | 0.0065 |
|
age scaled × beta scaled × abstraction1 × reward condition1 |
-0.0111 | 0.0061 |
| Random Effects | ||
| σ2 | 0.01 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.56 | |
| N subject_id | 34 | |
| Observations | 136 | |
| Marginal R2 / Conditional R2 | 0.237 / 0.664 | |